CODEWITHSUNDEEP
computer-visioncorrelationeye-tracking
leroo
leroo

Reputation: 11

Analyzing gaze tracking data

I have an image which was shown to groups of people with different domain knowledge of its content. I than recorded gaze fixation data of them watching the image.

I now kind of want to compare the results of the two groups - so what I need to know is, if there is a correlation of the positions of the sampling data between the two groups or not.

I have the original image as well as the fixation coords. Do you have any good idea how to start analyzing the data?

It's more about the idea or the plan so you don't have to be too technical on that one.

Thanks

Upvotes: 1

Views: 568

Answers (2)

jilles de wit
jilles de wit

Reputation: 7148

In gaze tracking, the most interesting data lies in two areas.

  • In where all people look, for that you can use the heat map Daan suggests. Make a heat map for all people, and heat maps for separate groups of people.
  • In when people look there. For that I would recommend you start by making heat maps as above, but for short time intervals starting from the time the picture was first shown. Again, for all people, and for the separate groups you have.

The resulting set of heat-maps, perhaps animated for the ones from the second point, should give you some pointers for further analysis.

Upvotes: 0

Daan
Daan

Reputation: 10314

Simple idea: render all the coordinates on the original image in a 'heat map' like way, one image for each group. You can then visually compare the images for correlation, and you have some nice graphics for in your paper.

There is something like the two-dimensional correlation coefficient. With software like R or Matlab you can do the number crunching for the correlation.

Matlab has a function for this:

Two Dimensional Correlation Function: corr2

Computes two dimensional correlation coefficient between two matrices and the matrices must be of the same size. r = corr2 (A,B)

Upvotes: 1

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